I felt a giddy lightness as I walked into the theatre. Today, I was going to show Professor Davies my interpretation of *Hamlet* – the culmination of months of work. I could hardly contain myself; my feet seemed to float above the floor.

The theatre was dark. Too dark. I found his office door unlocked, the room completely empty. No notes, no traces. My heart sank.

On his desk, I found his keys and a note. "To the next act, my dear. - D.D." The sudden void where his wisdom and guidance had always been felt immense. It was as if someone had pulled a rug out from under my feet, leaving me to stumble alone.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376